paraagent

Capable and efficient open-world agents

Language-model agents increasingly operate in open-world tool environments, where task requirements and useful capabilities emerge through interaction. Existing methods either adopt Exploration-then-Execution (ETE), which is efficient but brittle, or Exploration-and-Execution (EaE) in a flat action sequence, which is adaptive but interaction-heavy. ParaAgent argues that the key is not whether to separate or interleave them, but how to coordinate them across granularities.